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You're reading from  Machine Learning Engineering on AWS

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Published inOct 2022
PublisherPackt
ISBN-139781803247595
Edition1st Edition
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Joshua Arvin Lat
Joshua Arvin Lat
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Joshua Arvin Lat

Joshua Arvin Lat is the Chief Technology Officer (CTO) of NuWorks Interactive Labs, Inc. He previously served as the CTO for three Australian-owned companies and as director of software development and engineering for multiple e-commerce start-ups in the past. Years ago, he and his team won first place in a global cybersecurity competition with their published research paper. He is also an AWS Machine Learning Hero and has shared his knowledge at several international conferences, discussing practical strategies on machine learning, engineering, security, and management.
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Using AWS Deep Learning Containers to train an ML model

At this point, you might be wondering what makes a deep learning model different from other ML models. Deep learning models are networks of interconnected nodes that communicate with each other, similar to how networks of neurons communicate in a human brain. These models make use of multiple layers in the network, similar to what we have in the following diagram. Having more layers and more neurons per layer gives deep learning models the ability to process and learn complex non-linear patterns and relationships:

Figure 3.5 – Deep learning model

Deep learning has several practical applications in natural language processing (NLP), computer vision, and fraud detection. In addition to these, here are some of its other applications and examples as well:

  • Generative Adversarial Networks (GANs): These can be used to generate realistic examples from the original dataset, similar to what we had...
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Machine Learning Engineering on AWS
Published in: Oct 2022Publisher: PacktISBN-13: 9781803247595

Author (1)

author image
Joshua Arvin Lat

Joshua Arvin Lat is the Chief Technology Officer (CTO) of NuWorks Interactive Labs, Inc. He previously served as the CTO for three Australian-owned companies and as director of software development and engineering for multiple e-commerce start-ups in the past. Years ago, he and his team won first place in a global cybersecurity competition with their published research paper. He is also an AWS Machine Learning Hero and has shared his knowledge at several international conferences, discussing practical strategies on machine learning, engineering, security, and management.
Read more about Joshua Arvin Lat